grammatical inference: stochastic rational languages (on strings and trees), weighted automata, learnable grammars
multimedia mining: fusion in multimodal learning, semi-supervised learning, multilabel classification
signal processing (with the signal and image processing group of LATP): we work on drawing connections between machine learning and signal processing (algorithms, theory, etc)
Ongoing projects
Up until 2013: Member of PASCAL 2 Network of Excellence.
2009-2013, ANR ASAP: Statistical Learning with Deep Architectures.
2009-2013, ANR DECODA: "Dépouillement de conversations de centres d’appels".
2009-2013, ANR Edylex: "Enrichissement Dynamique de Lexiques".
2009-2014, ANR LAMPADA: "Learning Algorithms, Models an sPArse representations for structured DAta".
2010-2013, ANR PERCOL: "Reconnaissance de personnes dans des contenus audiovisuels".
2009-2012, ANR SEQUOIA: "Analyse syntaxique probabiliste à large couverture du français".
2010-2013, ANR Videosense: "Reconnaissance multimodale de concepts enrichis (statiques, dynamiques, émotionnels) dans des vidéos multilingue au travers de langages pivots".
2012-2015, ANR GRETA: "GREediness - Theory and Algorithms".
Another communication accepted at ICML'13 A PAC-Bayesian Approach for Domain Adaptation with Specialization to Linear Classifiers (P. Germain, A. Habrard, F. Laviolette and E. Morvant)
